#flybeeper.
Posts on the Alpisto engineering blog filed under #flybeeper.
- 01#flybeeper #machine-learning #paraglideml
How far, not whether: training a flyability model on five million flights
The technical story of the Flyability forecast on the FlyBeeper map: five million XContest flights, GFS weather, cumulative XC-distance probabilities, confident learning against self-reported logs, isotonic calibration, and an honest evaluation protocol. From a binary classifier and an attention network to three gradient-boosted trees that ship inside the package and refresh a map layer four times a day.
21 min read - 02#flybeeper #sun-vario #variometer
Fourteen metres that were never there: a soldered barometer's thermal drift
Everyone who builds these devices knows you must not solder near the barometer, and that the third rework kills it. Nobody says by how much. This one came off the bench at 470 Pa/K against a rated 0.5, inventing 14.5 metres of climb while sitting still. Thirty lines of firmware removed 95 % of that and every bench test agreed — until somebody picked the device up and the vario went the wrong way. The number behind the folklore, and why the fix helps an altimeter and provably cannot help a variometer.
24 min read - 03#flybeeper #fanet #ads-l
Teaching a LoRa vario to hear ADS-L — and finding the time to do it
Every ADS-L receiver takes its clock from GNSS. My vario has no GNSS by design — the position comes from the phone in your harness. So I took the UTC second from the phone too, over Bluetooth, and measured how bad that channel really is. Good enough with room to spare: the share of frames the device caught went from 15 % to between 50 and 100 %.
16 min read - 04#flybeeper #sun-vario #variometer
Measuring a vario with a USB tester: 20 seconds per mode, and 420 µA that were never mine
I spent eight hours per data point measuring a solar variometer through its own capacitor. Then I measured the same device directly with a USB tester and got a full consumption curve in twelve minutes — along with a 420 µA floor that belonged to the cable, not the device. What both methods agree on, where they don't, and how to read a WITRN tester from Linux.
14 min read - 05#flybeeper #sun-vario #variometer
FlyBeeper SunVario: the vario you never charge
A solar audio variometer the size of a matchbox that runs off a lithium-ion capacitor instead of a battery. Thirty minutes of morning sun fills it from empty; a minute on USB-C is enough for a flying day. 29 × 34 × 12 mm, 9.8 g, one button, Bluetooth to your phone.
7 min read - 06#flybeeper #sun-vario #variometer
A 10-farad vario, measured: where every microamp goes
Eight hours of discharge logs on a solar variometer running off a 10 F lithium-ion capacitor. The current isn't constant, the buzzer isn't the main consumer, the barometer is — and the runtime formula that falls out of it. Plus what the enclosure had to become once the electronics stopped changing.
18 min read - 07#flybeeper #fanet #flarm
FLARM, FANET and ADS-L — where the line actually is
Why I won't ship FLARM on hardware that could technically transmit it, what the licence actually permits, why FANET's adaptive interval matters in a gaggle, why LoRa means FANET can never be the EU conspicuity standard — and why ADS-L is a better bet than it looks.
8 min read - 08#flybeeper #variometer #barometer
Why I don't put an accelerometer in my vario
A phone's barometer isn't bad — it's read badly, and that's most of why phone-only varios feel laggy. Why I poll a dedicated baro at 60 Hz instead, why an IMU costs more than it gives, how it lies to you in a spiral, and where sensor fusion actually belongs.
7 min read - 09#flybeeper #fanet-vario #fanet
See and be seen — a solar FANET vario you never have to charge
The FlyBeeper FANET Vario is a wireless, solar-powered FANET beacon and barometric variometer in one. No GPS inside — it reuses your phone's, works as a plain radio driven by the app, and puts you on the map for nearby pilots. Full app, BLE protocol and specs. A quiet pre-order at €149 with free shipping.
13 min read - 10#flybeeper #machine-learning #reinforcement-learning
Machine Learning for Thermal-Soaring Optimisation: a Survey of Approaches, Architectures and Open Problems
A survey of deep learning and reinforcement learning for autonomous thermal soaring — LSTM/GRU/TCN/Transformer architectures, POMDP and PPO/TD3 formulations, Kalman + ML hybrid filtering, and a concrete five-stage plan for an on-board AI co-pilot for paragliders.
17 min read - 11#flybeeper #fanet #lora
FlyBeeper FANET: a Bluetooth Bridge to the FANET Radio Network
An always-on BLE bridge to the 868 MHz FANET data network. No on-board GPS — the smartphone provides position, the device just radiates. Solar-powered, years of standby, full radio configuration over GATT so apps can transmit FANET, ADS-L or anything else on the same radio.
6 min read - 12#flybeeper #tas #airspeed
FlyBeeper TAS: a Bluetooth True-Airspeed Sensor with a Purpose-Built Pitot Tube
A purpose-built BLE true-airspeed sensor for paragliders and hang gliders up to 103 km/h IAS. Custom CFD-designed pitot tube with a 4% correction coefficient versus 50% for hobby tubes, four PCB revisions ending in USB-C supercap charging, and standards-compliant BLE GATT services.
9 min read - 13#flybeeper #ps1 #pressure-sensor
FlyBeeper Pressure Sensor: an Always-On Bluetooth Barometer for Flight Apps
An external BLE pressure sensor for paragliding flight apps like xcTrack and SeeYou Navigator. Always on, pair once and forget — wakes the moment the app subscribes to ESS pressure notifications. ±2 cm/s vertical-speed resolution from an SPL06, 5-year standby on a single CR2032.
5 min read - 14#flybeeper #rc4 #remote-control
FlyBeeper Remote Control 4: a Bluetooth Four-Button Remote with Multi-Year Battery Life
An always-on four-button BLE remote for paragliding flight apps. No power switch, deep-sleep when idle, automatic wake when an app connects — battery life measured in years from a single CR2032. Built on Nordic nRF52, exposes the standard Automation IO Service.
3 min read - 15#flybeeper #mini-bt #variometer
FlyBeeper mini BT: a Tiny Bluetooth Variometer Built on Zephyr RTOS
A dwarf-sized BLE 5 variometer on nRF52 + Zephyr RTOS, exposing pressure, temperature, altitude, four-button remote and OTA updates through standards-compliant GATT services. The entire stack — GPIO, SPI, PWM, ADC, FLASH, OTA, DFU, BLE, GATT, plus the OS — fits in 200 kB.
18 min read - 16#flybeeper #canflybot #telegram-bot
CanFlyBot: a Telegram Bot That Tells You When the Next Good Soaring Day Is Coming
A Telegram bot that wraps the Paraglidable AI forecast and Meteoblue thermal soundings for paragliding pilots. Tracks 10,000+ take-off and landing spots, pings you when probabilities exceed your thresholds, and serves detailed thermal diagrams on demand.
6 min read - 17#flybeeper #f1 #test-flight
FlyBeeper F1 Field Test Report (May 15, 2022)
Five hours, three F1 units, two GPS antennas, one RF interference incident over Cividale. Notes on GPS lock quality, vario behaviour, BLE companion app, and a Tagliamento-crossing flight across the Julian Alps.
3 min read - 18#flybeeper #f1 #fanet
FlyBeeper F1: a Compact FANET-Capable Flight Instrument
A pocket-sized paragliding flight instrument with GNSS, barometer, 868 MHz LoRa FANET, BLE 5.0 and on-board logging. Built as both a FANET tracker and the main vario, with a long development log covering hardware, firmware, FAI-recognised IGC validation and a Web BLE configurator.
8 min read - 19#flybeeper #horn #variometer
FlyBeeper Horn: a Variometer-Whistle for Paraglider Pilots
The smallest variometer in the FlyBeeper line, doubling as an emergency whistle and acoustic distress beacon. A demanding miniature project that combines tight PCB design, a composite CR2032 holder, and a 3D-printed enclosure that has to actually whistle.
2 min read